arXiv Computer Vision
RealMe: Immersive Volumetric Video from Minimal Captures
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3d ago
RealMe: Immersive Volumetric Video from Minimal Captures
This paper addresses the problem of creating immersive volumetric videos from sparse and low-resolution capture resources. Conventional dense multi-view reconstruction methods can produce high-quality...
Hugging Face Trending Papers
Aug 11
Beyond Pixels: From Video Priors to 4D Worlds
4D generation synthesizes dynamic 3D scenes from conditions such as text or images. Existing methods either reconstruct generated RGB videos with a separate 4D model or adapt a particular video generator to predict geometry directly.
arXiv AI
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InverseCrafter: Efficient Video ReCapture as a Latent Domain Inverse Problem
arXiv:2512. 05672v2 Announce Type: replace-cross Abstract: Recent approaches in controllable novel view video generation often rely on fine-tuning pre-trained Video Diffusion Models (VDMs).
arXiv Computer Vision
Oct 5
UniDynamics: Event-RGB Fusion for Unified Future 4D Dynamic Scene Generation
UniDynamics is a diffusion-based framework that generates future 4D dynamic scenes—comprising RGB, depth, and optical flow—from a single event-RGB pair, without needing long histories or control priors. It introduces an Event Latent Enhancement module to align event data into conditioning features and a Perceptual Dynamics Space within a multi-scale U‑Net to decouple and adaptively interact depth and flow, enforcing geometric and motion constraints for coherent predictions. Experiments on VKitti2 and DSEC show state‑of‑the‑art performance, producing high‑quality, temporally coherent, and 4D‑consistent predictions even under high‑speed motion blur.
arXiv AI
Sep 2
DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models
arXiv:2604.06161v3 Announce Type: replace-cross Abstract: Most digital videos are stored in 8-bit low dynamic range (LDR) formats, where much of the original high dynamic range (HDR) scene radiance i...
arXiv Computer Vision
3d ago
AEON: Unifying Video and 3D World Models
arXiv:2610.28631v1 Announce Type: new Abstract: Current world models for explicit world simulation typically follow two distinct pathways: (1) video generative models (e.g., Sora), which simulate rea...